diff --git a/UD_any/tagparser_incr/machine.rm b/UD_any/tagparser_incr/machine.rm
index 04a60dbcd5de48961d7d2a0f1d2d867bd396996e..8327ff75c450ac219f1647fe0fae6acb20f92e61 100644
--- a/UD_any/tagparser_incr/machine.rm
+++ b/UD_any/tagparser_incr/machine.rm
@@ -3,7 +3,7 @@ Classifier : tagparser
 {
 	Transitions : {tagger,data/tagger.ts morpho,data/morpho_parts.ts parser,data/parser.ts segmenter,data/segmenter.ts}
 	Network type : Modular
-	StateName : States{tagger morpho parser segmenter} Out{64}
+	StateName : Out{64}
 	Context : Buffer{-3 -2 -1 0 1 2} Stack{} Columns{FORM UPOS} GRU{1 1 0 1} In{64} Out{64}
 	Focused : Column{ID} NbElem{1} Buffer{-1 0 1 2} Stack{2 1 0} GRU{1 1 0 1} In{64} Out{64}
 	Focused : Column{FORM} NbElem{10} Buffer{-1 0 1 2} Stack{2 1 0} GRU{1 1 0 1} In{64} Out{64}
@@ -11,8 +11,8 @@ Classifier : tagparser
 	Focused : Column{EOS} NbElem{1} Buffer{-1} Stack{} GRU{1 1 0 1} In{64} Out{64}
 	Focused : Column{DEPREL} NbElem{1} Buffer{} Stack{2 1 0} GRU{1 1 0 1} In{64} Out{64}
 	DepthLayerTree : Columns{DEPREL} Buffer{} Stack{2 1 0} LayerSizes{3} GRU{1 1 0.0 1} In{64} Out{64}
-	InputDropout : 0.3
-	MLP : {2048 0.3}
+	InputDropout : 0.5
+	MLP : {2048 0.3 2048 0.3}
 	End
 	Optimizer : Adam {0.0002 0.9 0.999 0.00000001 0.00001 true}
 }
diff --git a/UD_any/tagparser_seq/machine.rm b/UD_any/tagparser_seq/machine.rm
index 7364977b36f05e1965750ffd8b1beed70f7bcfc9..115196a1600dadaf14449d8625c269b678483b91 100644
--- a/UD_any/tagparser_seq/machine.rm
+++ b/UD_any/tagparser_seq/machine.rm
@@ -3,7 +3,7 @@ Classifier : tagparser
 {
 	Transitions : {tagger,data/tagger.ts morpho,data/morpho_parts.ts parser,data/parser.ts segmenter,data/segmenter.ts}
 	Network type : Modular
-	StateName : States{tagger morpho parser segmenter} Out{64}
+	StateName : Out{64}
 	Context : Buffer{-3 -2 -1 0 1 2} Stack{} Columns{FORM UPOS} GRU{1 1 0 1} In{64} Out{64}
 	Focused : Column{ID} NbElem{1} Buffer{-1 0 1 2} Stack{2 1 0} GRU{1 1 0 1} In{64} Out{64}
 	Focused : Column{FORM} NbElem{10} Buffer{-1 0 1 2} Stack{2 1 0} GRU{1 1 0 1} In{64} Out{64}
@@ -11,8 +11,8 @@ Classifier : tagparser
 	Focused : Column{EOS} NbElem{1} Buffer{-1} Stack{} GRU{1 1 0 1} In{64} Out{64}
 	Focused : Column{DEPREL} NbElem{1} Buffer{} Stack{2 1 0} GRU{1 1 0 1} In{64} Out{64}
 	DepthLayerTree : Columns{DEPREL} Buffer{} Stack{2 1 0} LayerSizes{3} GRU{1 1 0.0 1} In{64} Out{64}
-	InputDropout : 0.3
-	MLP : {2048 0.3}
+	InputDropout : 0.5
+	MLP : {2048 0.3 2048 0.3}
 	End
 	Optimizer : Adam {0.0002 0.9 0.999 0.00000001 0.00001 true}
 }